Improved residual weighting for NLOS mitigation in TDOA-based UWB positioning systems

Khaled M. Al-Qahtani, Abdullah S. Al-Ahmari, A. Muqaibel, M. Landolsi, U. Johar
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引用次数: 11

Abstract

This paper presents an improved algorithm for mitigating non-line-of-sight (NLOS) error in time-difference-of-arrival (TDOA) positioning applications employing ultra wideband (UWB) signals. The main idea of the algorithm is based on calculating the residuals for the different subsets formed by the reference nodes. The final estimate is a linear summation of the estimate from the different sets weighted by the inverse of the residual to eliminate the effect of NLOS nodes. The algorithm performance is thoroughly analyzed using various statistical channel models based on the IEEE 802.15.4a standard. The impact of changing parameters like SNR, cell size, number of sensors and propagation environment types, on the accuracy of the algorithm is also investigated. The improved residual weighting algorithm is compared with a previously published algorithm and shows a better accuracy for TDOA positioning.
基于tdoa的超宽带定位系统中NLOS缓解的改进剩余加权
本文提出了一种利用超宽带(UWB)信号减轻TDOA定位应用中非视距误差的改进算法。该算法的主要思想是计算由参考节点组成的不同子集的残差。最后的估计是由残差逆加权的不同集估计的线性求和,以消除NLOS节点的影响。采用基于IEEE 802.15.a标准的各种统计信道模型,对该算法的性能进行了全面分析。研究了信噪比、单元大小、传感器数量和传播环境类型等参数变化对算法精度的影响。将改进后的残差加权算法与已有的残差加权算法进行了比较,结果表明改进后的残差加权算法具有更好的TDOA定位精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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